Bilingual Insights into the Initial Lexicon

The Role of Cognates in Word Acquisition

Gonzalo Garcia-Castro

PhD Defence / Departament de Medicina i Ciències de la Vida

2024-11-03

The initial lexicon

Average 20-year-old knows ~42,000 lemmas: mental lexicon

Lexical representations
Phonological, conceptual, grammatical information of known words
Form-meaning association

First lexical representations at 6-9 months

Normative trajectories of lexical development

Vocabulary size norms for 51,800 monolingual children learning 35 distinct languages (Wordbank, Frank et al. 2017))

Bilinguals face additional challenges, but do not lag behind

  • Increased complexity in linguistic context (learning two codes)
  • Reduced linguistic input (split into two languages)
  • Increased referential ambiguity


Hoff et al. (2012): bilinguals acquire words at similar rates as monolinguals

47 English-Spanish bilinguals, 56 English monolinguals in Florida

Lexical similarity modulates vocabulary acquisition in bilinguals

Floccia et al. (2018): CDI response of 372 bilinguals (UK) learning English + additional language

Lexical similarity:
Average phonological similarity (Levenshtein similarity) between pairs of translations

English-Dutch (22.14%) > English-Mandarin (1.97%)

Higher lexical similarity, larger vocabulary size

Stronger effect in the additional language (e.g., Dutch, Mandarin)

Lexical similarity modulates vocabulary acquisition in bilinguals

Pairwise lexical similarity (average Levensthein similarity across translations (Floccia et al. 2018)

A cognate facilitation in lexical acquisition?

Cognates: phonologically-similar translation equivalents

Cognate Non-cognate
[cat] /ˈgat-ˈga.to/ [dog] /ˈgos-ˈpe.ro/

Some evidence that cognates acquired earlier than non-cognates (Mitchell, Tsui, and Byers-Heinlein 2023; Bosch and Ramon-Casas 2014)


What mechanisms support a cognate facilitation during word acquisition?

Language non-selective lexical access

Activation spreads across non-selected representations in both languages, through phonological and conceptual links in adults (e.g., Costa, Caramazza, and Sebastian-Galles 2000) and infants (e.g., Von Holzen and Mani 2012; Singh 2014)

The present dissertation

Study 1

  1. Provide a mechanistic account for the cognateness facilitation
  2. Test predictions of the model

Study 2

  1. Test core assumption of the model: language non-selectivity in the initial lexicon

Study 1

Cognate beginnings to lexical acquisition: the AMBLA model

Accumulator Model of Bilingual Lexical Acquisition (AMBLA)

  1. Accumulation of information about form-meaning mappings:
  • Provided by learning instances: exposure to a word-form that results in the accumulation of information about its meaning
  1. Age of acquisition: the infant accumulates a threshold amount of learning instances for a word-form


\[ \begin{aligned} \definecolor{myred}{RGB}{ 168, 0, 53 } \definecolor{myblue}{RGB}{ 0, 64, 168 } \definecolor{mygreen}{RGB}{0, 168, 87} \definecolor{grey}{RGB}{128, 128, 128} \textbf{For participant } &i \textbf{ and word-form } j \text{ (translation of } j'): \\ {\color{mygreen}\text{Age of Acquisition}_{ij}} &= \{\text{Age}_i \mid {\color{myred}\text{Learning instances}_{ij}} = {\color{myblue}\text{Threshold}} \}\\ {\color{myred}\text{Learning instances}_{ij}} &= \text{Age}_i \cdot \text{Freq}_j \\ \end{aligned} \]

AMBLA: monolingual word acquisition

\[ \begin{aligned} \textbf{Parameters}&: \\ \text{Threshold} &= 300 \\ \text{Freq}_j &\sim \text{Poisson}(\lambda = 50) \end{aligned} \]

AMBLA: monolingual word acquisition

\[ \begin{aligned} \textbf{Parameters}&: \\ \text{Threshold} &= 300 \\ \text{Freq}_j &\sim \text{Poisson}(\lambda = 50) \end{aligned} \]

AMBLA: monolingual word acquisition

\[ \begin{aligned} \textbf{Parameters}&: \\ \text{Threshold} &= 300 \\ \text{Freq}_j &\sim \text{Poisson}(\lambda = 50) \end{aligned} \]

AMBLA: bilingual word acquisition

  1. Linguistic input divided into two languages: Catalan 60%, Spanish 40%

Exposure: proportion of time exposed to the language of \(j\) word

Accumulation of learning instances, a function of Exposure and Frequency.

\[ \begin{aligned} \definecolor{myred}{RGB}{ 168, 0, 53 } \definecolor{myblue}{RGB}{ 0, 64, 168 } \definecolor{mygreen}{RGB}{0, 168, 87} \definecolor{myorange}{RGB}{ 235, 127, 26 } \textbf{For participant } &i \textbf{ and word-form } j \text{ (translation of } j'): \\ \text{Age of Acquisition}_{ij} &= \{\text{Age}_i \mid \text{Learning instances}_{ij} = \text{Threshold} \}\\ \text{Learning instances}_{ij} &= \text{Age}_i \cdot \text{Freq}_j \cdot {\color{myred}\text{Exposure}_{ij}}\\ \end{aligned} \]

AMBLA: bilingual word acquisition

\[ \begin{aligned} \textbf{Parameters}&: \\ \text{Threshold} &= 300 \\ \text{Freq}_j &\sim \text{Poisson}(\lambda = 50) \\ \text{Exposure}_{ij} &= 0.6 \\ \text{Exposure}_{ij'} &= 0.4 \end{aligned} \]

AMBLA: bilingual word acquisition

\[ \begin{aligned} \textbf{Parameters}&: \\ \text{Threshold} &= 300 \\ \text{Freq}_j &\sim \text{Poisson}(\lambda = 50) \\ \text{Exposure}_{ij} &= 0.6 \\ \text{Exposure}_{ij'} &= 0.4 \end{aligned} \]

AMBLA: cognate facilitation

  1. Words may accumulate additional learning instances from the co-activation of their (phonologically similar) translation equivalent

Degree proportional to their phonological similarity (Cognateness)

\[ \begin{aligned} \textbf{For participant } &i \textbf{ and word-form } j \text{ (translation of } j'): \\ \text{Age of Acquisition}_{ij} &= \{\text{Age}_i \mid \text{Learning instances}_{ij} = \text{Threshold} \}\\ \text{Learning instances}_{ij} &= \text{Age}_i \cdot \text{Freq}_j \cdot \text{Exposure}_{ij} + \\ &({\color{myred}\text{Learning instances}_{ij'} \cdot {\text{Cognateness}}_{j}})\\ \textbf{where:} \\ {\color{myred}\text{Cognateness}_{j,j'}}&{\color{myred} = \text{Levenshtein}(j, j')} \end{aligned} \]

AMBLA: cognate facilitation

\[ \begin{aligned} \textbf{Parameters}&: \\ \text{Threshold} &= 300 \\ \text{Freq}_j &\sim \text{Poisson}(\lambda = 50) \\ \text{Exposure}_{ij} &= 0.6 \\ \text{Exposure}_{ij'} &= 0.4 \\ \text{Cognateness}_{j,j'} = 0.75 \end{aligned} \]

AMBLA: cognate facilitation

\[ \begin{aligned} \textbf{Parameters}&: \\ \text{Threshold} &= 300 \\ \text{Freq}_j &\sim \text{Poisson}(\lambda = 50) \\ \text{Exposure}_{ij} &= 0.6 \\ \text{Exposure}_{ij'} &= 0.4 \\ \text{Cognateness}_{j,j'} = 0.75 \end{aligned} \]

Predictions

  1. Cognates acquired earlier than non-cognates
  2. Cognateness facilitation stronger in the lower-exposure language

Dataset

  • Barcelona Vocabulary Questionnaire (BVQ): 302 Catalan-Spanish noun translation equivalents
  • 436 administrations (366 children)
  • Age: 12-32 months (M = 22.2, SD = 4.9)
  • Lang. exposure: Catalan and Spanish (\(\leq\) 10% 3rd language)
  • 138,078 item responses (No, Understands, Understands and Says)

Modelling and statistical inference

p(Comprehension \(<\) Production) ~ Ordinal, multilevel (Bayesian) regression model

response ~ age * exposure * cognateness + length + (...|child) + (...|te)

\[ \begin{aligned} \text{Exposure}_{ij} &= \text{Frequency}_j \times \text{Language degree of exposure}_{ij} \\ \text{Cognateness}_{j} &= \text{Levenshtein}(j, j') \end{aligned} \]

Results

Marginal posterior predictions

Discussion

Earlier acquisition for cognates vs. non-cognates

Cognate facilitation moderated by exposure

Only words from the lower exposure benefit from cognateness Parallel to language dominance effects in adults?

Cognateness as a candidate mechanism underlying Floccia et al. (2018)’s results

Cross-language facilitation via co-activation of phonologically similar translation equivalents

Is language-non selectivity already present?

Study 2

Developmental trajectories of bilingual spoken word recognition

Language non-selectivity in the initial lexicon

Priming through translation task:

Von Holzen and Mani (2012): German-English bilinguals (N = 20, 21-43 months)

Implicit naming task:

Mani and Plunkett (2010): English monolinguals

Mani and Plunkett (2010)

Mani and Plunkett (2010)

Experiment 1: predictions

If language non-selectivity, stronger interference in cognate vs. non-cognate trials

Experiment 1: participants

Replication study

N = 112 children (15 longitudinal)

Aged 26.36 months (SD = 4.01, Range = 20.03–32.5)

English monolinguals, Oxford (United Kindgom) (as in Mani and Plunkett 2010)

Proportion of target looking (PTLT) ~ (Bayesian) GAMMs

Experiment 1: results (monolinguals)

Time course of proportion of target looking tin Experiment 2

Experiment 2: participants

N = 162 children (81 longitudinal)

  • 107 sessions in monolinguals (>= 80% exposure to Catalan/Spanish)
  • 135 session in bilinguals

Exposed to Catalan or Spanish (Metropolitan Area of Barcelona, Spain)

Aged 25.36 months (SD = 4.01, Range = 20.03–32.5)

Experiment 2: results (monolinguals)

Time course of proportion of target looking tin Experiment 2

Discussion

Successful word recognition across:

  • Ages
  • Language profiles
  • Vocabulary sizes

No evidence of priming effects, within or across languages

Most likely due to design issues

General discussion

Summary

Cognateness facilitates word acquisition in the lower-exposure language

Candidate mechanism behind bilingual vocabulary growth

AMBLA: Cross-language accumulation of learning instances

Language non-selectivity in the initial lexicon: pending severe testing

Towards a model of bilingual lexical acquisition

Explanation for Floccia et. (2018)

Asymmetry in adult models of lexical processing

AMBLA: natural extension of the Standard Model of language acquisition? (Kachergis, Marchman, and Frank 2022)

Limitations

Design caviats

Generalisability? Language pairs with fewer cognates

Does cognateness impact the acquisition of other grammatical categories (e.g., verbs, adjectives)

Word acquisition vs. word learning

Conclusions

  • Insights into the developing bilingual lexicon: cognateness
  • Evidence in favour of language non-selectivity as the underlying mechanisms behind the cognate facilitation
  • Important consequences for bilingual vocabulary growth

Thanks!

Appendix

Introduction: bilingualism

Classification of participants into monolinguals an bilinguals

Introduction: cognate contents in the aggregated vocabulary

Cognate contents in the aggregated vocabulary

Study 1: posterior regression coefficients

Aggregated vocabularies might conceal facilitation effects

Study 1: MCMC convergence (\(\hat{R}\))

MCMC convergence for the model in Study 1 ## Study 2: predictions

  • Successful spoken word recognition across groups
  • If language non-selectivity, stronger interference in cognate vs. non-cognate trials

Study 2: vocabulary size

Study 2 participant receptive vocabulary sizes across ages and language profiles

Study 2: model convergence (Exp. 1)

MCMC convergence for model in Study 1 (Exp. 1)

Study 2: model convergence (Exp. 2)

MCMC convergence for model in Study 2 (Exp. 1)

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